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SotA/Medical/3D Face Modelling

3D Face Modelling

495 benchmarks31 papers

Benchmarks

3D Face Modelling on 300W

NME_inter-ocular (%, Common)NME_inter-ocular (%, Challenge)NME_inter-ocular (%, Full)NME_inter-pupil (%, Full)NME_inter-pupil (%, Common)NME_inter-pupil (%, Challenge)NMEMean Error Rate

3D Face Modelling on WIDER Face (Hard)

AP

3D Face Modelling on WFLW

NME (inter-ocular)FR@10 (inter-ocular)AUC@10 (inter-ocular)NME

3D Face Modelling on WIDER Face (Medium)

AP

3D Face Modelling on AffectNet

Accuracy (8 emotion)Accuracy (7 emotion)

3D Face Modelling on RAF-DB

Overall AccuracyAvg. Accuracy

3D Face Modelling on WIDER Face (Easy)

AP

3D Face Modelling on REALY

all@nose@mouth@forehead@cheek

3D Face Modelling on LFW

AccuracyMParamsMFLOPsFNMR [%] @ 10-3 FMRBFARBFRRFRR@FAR(%)1-of-100 AccuracyF1-scorePrecisionRecallEqual Error RateAccuracy (%)

3D Face Modelling on AFLW-19

NME_diag (%, Full)NME_diag (%, Frontal)NME_box (%, Full)AUC_box@0.07 (%, Full)

3D Face Modelling on CFP-FP

AccuracyMParamsMFLOPs

3D Face Modelling on REALY (side-view)

all@nose@mouth@forehead@cheek

3D Face Modelling on AgeDB-30

AccuracyMParamsMFLOPs

3D Face Modelling on FER2013

Accuracy

3D Face Modelling on NoW Benchmark

Median Reconstruction ErrorMean Reconstruction Error (mm)Stdev Reconstruction Error (mm)

3D Face Modelling on Adience Age

Accuracy (5-fold)

3D Face Modelling on H3WB

Average MPJPE (mm)

3D Face Modelling on FER+

Accuracy

3D Face Modelling on UTKFace

MAEAccuracy (%)

3D Face Modelling on CACD

MAE

3D Face Modelling on MAFL

NME

3D Face Modelling on Trillion Pairs Dataset

Accuracy

3D Face Modelling on FaceForensics++

poseID retrievalFIDSSIMlandmarksperceptual lossverificationexp embedding L2expression

3D Face Modelling on MORPH album2 (Caucasian)

MAE

3D Face Modelling on WFW (Extra Data)

NME (inter-ocular)AUC@10 (inter-ocular)FR@10 (inter-ocular)

3D Face Modelling on AFAD

MAE

3D Face Modelling on Adience Gender

Accuracy (5-fold)

3D Face Modelling on AgeDB

MAEAccuracy

3D Face Modelling on BP4D

Average F1Average AUCICCAvg F1

3D Face Modelling on CALFW

AccuracyMParamsMFLOPs

3D Face Modelling on FDDB

APAccuracy

3D Face Modelling on MORPH Album2

MAEMAE (2 shot)MAE (4 shot)MAE (8 shot)MAE (16 shot)CSRank-1 Recognition Rate

3D Face Modelling on CPLFW

AccuracyMFLOPsMParams

3D Face Modelling on IJB-B

TAR@FAR=0.0001TAR @ FAR=0.001TAR @ FAR=0.0001TAR @ FAR=1e-5TAR @ FAR=0.01MFLOPsRank-1MParamsRank-5TAR @ FAR=1e-3TAR @ FAR=1e-4Accuracy

3D Face Modelling on MAFL Unaligned

NME

3D Face Modelling on MORPH Album2 (SE)

MAE

3D Face Modelling on BTS3.1

TAR @ FAR=0.01

3D Face Modelling on DISFA

Average F1Average AUCICCAccuracy

3D Face Modelling on FGNET

MAE

3D Face Modelling on Florence

RMSE CooperativeRMSE IndoorRMSE OutdoorAverage 3D ErrorMean NMEMean NME

3D Face Modelling on PyBullet Ant

Return

3D Face Modelling on PyBullet HalfCheetah

Return

3D Face Modelling on PyBullet Hopper

Return

3D Face Modelling on PyBullet Walker2D

Return

3D Face Modelling on Annotated Faces in the Wild

AP

3D Face Modelling on LFWA

Error Rate

3D Face Modelling on SiW (Protocol 3)

ACER

3D Face Modelling on CASIA-WebFace+masks

Accuracy

3D Face Modelling on COFW

NME (inter-ocular)NME (inter-pupil)Recall at 80% precision (Landmarks Visibility)NME

3D Face Modelling on COFW-68

NME (inter-ocular)NME (box)AUC@7 (box)

3D Face Modelling on CelebA+masks

Accuracy

3D Face Modelling on ChaLearn 2015

e-errorMAE

3D Face Modelling on DroneSURF

Rank1

3D Face Modelling on MLFW

Accuracy

3D Face Modelling on PASCAL Face

AP

3D Face Modelling on AFLW-Full

Mean NME Mean NMENME

3D Face Modelling on AFLW2000

Error rate

3D Face Modelling on CK+

Accuracy (7 emotion)Accuracy (8 emotion)Accuracy (6 emotion)Accuracy

3D Face Modelling on CelebA-Spoof-Enroll5

AUC

3D Face Modelling on SiW-Enroll5

AUC

3D Face Modelling on mebeblurf

AccuracyMAEFNMR [%] @ 10-3 FMREqual Error Rate

3D Face Modelling on 300W Split 2

NME (box)AUC@7 (box)NME (inter-ocular)AUC@8 (inter-ocular)FR@8 (inter-ocular)

3D Face Modelling on 300W Split 2 (300W-LP)

NME (bbox)AUC@7 (bbox)NME (inter-ocular)

3D Face Modelling on AFLW (Zhang CVPR 2018 crops)

NME

3D Face Modelling on AFLW Unaligned

NME

3D Face Modelling on AFLW2000-3D

ID retrievalexp embedding L2poseGTEMean NMEBalanced NME (2D Sparse Alignment)Mean NME(3D Dense Alignment)Mean NME

3D Face Modelling on COFW-68 (300WLP)

NME (box)AUC@7

3D Face Modelling on DeepMind Cheetah Run (Images)

Return

3D Face Modelling on FERPlus

Accuracy(pretrained)

3D Face Modelling on FFHQ 512 x 512 - 16x upscaling

FIDLPIPSNIQE

3D Face Modelling on FaceScape

NME

3D Face Modelling on IJB-C

TAR @ FAR=1e-3TAR @ FAR=0.01MFLOPsMParamsTAR @ FAR=1e-2Rank-1Rank-5TAR @ FAR=1e-6TAR @ FAR=1e-5TAR @ FAR=1e-4training datasetmodel

3D Face Modelling on IMDB-Clean

Average mean absolute error

3D Face Modelling on JAFFE

Accuracy

3D Face Modelling on OULU-NPU

ACERHTER

3D Face Modelling on Replay-Attack

EERHTER

3D Face Modelling on SFEW

Accuracy

3D Face Modelling on Stirling-HQ (FG2018 3D face reconstruction challenge)

Mean Reconstruction Error (mm)

3D Face Modelling on Stirling-LQ (FG2018 3D face reconstruction challenge)

Mean Reconstruction Error (mm)

3D Face Modelling on AFLW

Mean NME

3D Face Modelling on AFLW-MTFL

NME

3D Face Modelling on BP4D+

Average F1

3D Face Modelling on BUAA-VisNir

TAR @ FAR=0.001TAR @ FAR=0.01

3D Face Modelling on CASIA NIR-VIS 2.0

TAR @ FAR=0.001

3D Face Modelling on CGFIQA-40k

PLCCSRCC

3D Face Modelling on CUFS

FIDNLDAFSIMSSIM

3D Face Modelling on CatFLW

NME

3D Face Modelling on ChaLearn 2016

e-errorMAE

3D Face Modelling on Color FERET

FNMR [%] @ 10-3 FMRPearson Correlation5-class test accuracy

3D Face Modelling on FairFace

gender-top1age-top1race-top1

3D Face Modelling on IJB-A

TAR @ FAR=0.001TAR @ FAR=0.1TAR @ FAR=0.01Accuracy

3D Face Modelling on LRS2

FIDLSE-DLSE-C

3D Face Modelling on MFW+ (M-M)

TAR@FAR=0.0001

3D Face Modelling on MFW+ (U-M)

TAR@FAR=0.0001

3D Face Modelling on MORPH

FNMR [%] @ 10-3 FMRMAEAccuracy (%)

3D Face Modelling on Oulu-CASIA NIR-VIS

TAR @ FAR=0.001TAR @ FAR=0.01

3D Face Modelling on PIQ23

SRCCPLCCKRCCMAE

3D Face Modelling on VoxCeleb2 - 1-shot learning

CSIMLPIPSNormalized Pose ErrorSSIMinference time (ms)FID

3D Face Modelling on bFFHQ

Bias-Conflicting Accuracy

3D Face Modelling on 300-VW (C)

AUC0.08 privateAUC0.07

3D Face Modelling on 300W (Common)

NME

3D Face Modelling on 300W (Full)

Mean NME

3D Face Modelling on 3DFAW

GTECVGTCE

3D Face Modelling on AFLW-Front

Mean NMEMean NME NME

3D Face Modelling on Adience (Online Open Set)

Average Accuracy (10 times)

3D Face Modelling on CACDVS

Accuracy

3D Face Modelling on CASIA-MFSD

EERHTER

3D Face Modelling on COCO-WholeBody

APAP50AP75APLAPMkeypoint AP

3D Face Modelling on CUFSF

FIDNLDAFSIMSSIM

3D Face Modelling on Carl

Rank-1

3D Face Modelling on Color FERET (Online Open Set)

Average Accuracy (10 times)

3D Face Modelling on DCM

Average Precision

3D Face Modelling on DeepMind Cup Catch (Images)

Return

3D Face Modelling on DeepMind Walker Walk (Images)

Return

3D Face Modelling on Disguised Faces in the Wild

GAR @0.1% FARGAR @1% FARGAR @0.1% FAR ImpersonationGAR @0.1% FAR ObfuscationGAR @0.1% FAR OverallGAR @1% FAR ImpersonationGAR @1% FAR ObfuscationGAR @1% FAR OverallGAR @10% FAR

3D Face Modelling on Disguised Faces in the Wild 2019

GAR @0.01% FAR ImpersonationGAR @0.01% FAR ObfuscationGAR @0.01% FAR OverallGAR @0.01% FAR Plastic SurgeryGAR @0.1% FAR ImpersonationGAR @0.1% FAR ObfuscationGAR @0.1% FAR OverallGAR @0.1% FAR Plastic Surgery

3D Face Modelling on FERG

Accuracy

3D Face Modelling on FotW Gender

Accuracy (%)

3D Face Modelling on IJB-S

Rank-1 (Video2Booking)Rank-1 (Video2Single)Rank-1 (Video2Video)

3D Face Modelling on LAGENDA

MAEAccuracy

3D Face Modelling on LFW (Online Open Set)

Average Accuracy (10 times)

3D Face Modelling on LRS3

FIDLSE-CLSE-D

3D Face Modelling on LRW

FIDLSE-CLSE-DLMDSSIM

3D Face Modelling on MEBeauty

MAERoot mean square error (RMSE)Pearson Corr

3D Face Modelling on MERL-RAV

NME (box)AUC@7 (box)

3D Face Modelling on Oulu-CASIA

Accuracy (10-fold)Accuracy

3D Face Modelling on SCUT-FBP

MAE

3D Face Modelling on UHDB31

Rank-1

3D Face Modelling on UND-X1

Rank-1

3D Face Modelling on VoxCeleb1 - 1-shot learning

FID

3D Face Modelling on VoxCeleb1 - 32-shot learning

FID

3D Face Modelling on VoxCeleb1 - 8-shot learning

FID

3D Face Modelling on VoxCeleb2 - 8-shot learning

FID

3D Face Modelling on Voxceleb-3D

Mean AREARE-ERARE-FRARE-MRARE-CR

3D Face Modelling on cartpole.balance_sparse

Return

3D Face Modelling on cartpole.swingup

Return

3D Face Modelling on cheetah.run

Return

3D Face Modelling on finger.turn_hard

Return

3D Face Modelling on iCartoonFace

Average Precision

3D Face Modelling on walker.stand

Return

3D Face Modelling on walker.walk

Return

3D Face Modelling on !(()&&!|*|*|

0L

3D Face Modelling on 100 sleep nights of 8 caregivers

10%

3D Face Modelling on 13.8

0..5sec

3D Face Modelling on 2017_test set

14 gestures accuracy

3D Face Modelling on 2D Walker

Score

3D Face Modelling on ADE20K

mIoU

3D Face Modelling on AFLW-LFPA

NMEMean NME

3D Face Modelling on Acrobot

Score

3D Face Modelling on Acrobot (limited sensors)

Score

3D Face Modelling on Acrobot (noisy observations)

Score

3D Face Modelling on Acrobot (system identifications)

Score

3D Face Modelling on Acted Facial Expressions In The Wild (AFEW)

Accuracy(on validation set)

3D Face Modelling on Aff-Wild2

AccuracyUAR

3D Face Modelling on Ant

Score

3D Face Modelling on Ant + Gathering

Score

3D Face Modelling on Ant + Maze

Score

3D Face Modelling on BDD100K val

Accuracy

3D Face Modelling on BN-AuthProf

F1 score

3D Face Modelling on Ball in cup, catch (DMControl100k)

Score

3D Face Modelling on Ball in cup, catch (DMControl500k)

Score

3D Face Modelling on CAER

Accuracy

3D Face Modelling on CASME II

UF1UAR

3D Face Modelling on CFP-FF

Accuracy

3D Face Modelling on CMU-MPIE

16x16 Accuracy24x24 Accuracy32x32 Accuracy48x48 Accuracy

3D Face Modelling on CREMA-D

UAREmoAccFIDLSE-C

3D Face Modelling on Cart Pole (OpenAI Gym)

Score

3D Face Modelling on Cart-Pole Balancing

Score

3D Face Modelling on Cart-Pole Balancing (limited sensors)

Score

3D Face Modelling on Cart-Pole Balancing (noisy observations)

Score

3D Face Modelling on Cart-Pole Balancing (system identifications)

Score

3D Face Modelling on Cartpole, swingup (DMControl100k)

Score

3D Face Modelling on Cartpole, swingup (DMControl500k)

Score

3D Face Modelling on CelebA + AFLW Unaligned

MOSMS-SSIMPSNRSSIM

3D Face Modelling on CelebA Aligned

MOSMS-SSIMPSNRSSIM

3D Face Modelling on CelebV-HQ

AUCAccuracy

3D Face Modelling on Cheetah, run (DMControl100k)

Score

3D Face Modelling on Cheetah, run (DMControl500k)

Score

3D Face Modelling on Comma.ai

MAE

3D Face Modelling on DiveFace

Accuracy (%)

3D Face Modelling on Double Inverted Pendulum

Score

3D Face Modelling on ECCV HotOrNot

Pearson Correlation

3D Face Modelling on EURECOM

Rank-1

3D Face Modelling on ExpW

Accuracy

3D Face Modelling on FFHQ

SSIMLPIPSPSNR

3D Face Modelling on Finger, spin (DMControl100k)

Score

3D Face Modelling on Finger, spin (DMControl500k)

Score

3D Face Modelling on Full Humanoid

Score

3D Face Modelling on Half-Cheetah

Score

3D Face Modelling on Hopper

Score

3D Face Modelling on IIIT-D Viewed Sketch

TAR @ FAR=0.01

3D Face Modelling on Inverted Pendulum

Score

3D Face Modelling on Inverted Pendulum (limited sensors)

Score

3D Face Modelling on Inverted Pendulum (noisy observations)

Score

3D Face Modelling on Inverted Pendulum (system identifications)

Score

3D Face Modelling on KANFace

Average mean absolute error

3D Face Modelling on Lunar Lander (OpenAI Gym)

Score

3D Face Modelling on MFR

MFR-ALLMFR-MASKAfricanCaucasianSouth AsianEast Asian

3D Face Modelling on MLFP

HTER

3D Face Modelling on MMI

Accuracy

3D Face Modelling on MSU-MFSD

Equal Error RateHTER

3D Face Modelling on Manga109

Average Precision

3D Face Modelling on MegaFace

Accuracy

3D Face Modelling on Menpo

AUC (box)NME (box)

3D Face Modelling on Mountain Car

Score

3D Face Modelling on Mountain Car (limited sensors)

Score

3D Face Modelling on Mountain Car (noisy observations)

Score

3D Face Modelling on Mountain Car (system identifications)

Score

3D Face Modelling on Multi-Modal CelebA-HQ

FID

3D Face Modelling on PhysioNet Challenge 2021

Mean absolute errorMean Squared ErrorMean Squared Error (cross-val)Mean Absolute Error (cross-val)

3D Face Modelling on QMUL-SurvFace

TAR @ FAR=0.1

3D Face Modelling on RAVDESS

UAR

3D Face Modelling on RaFD

Accuracy

3D Face Modelling on Reacher, easy (DMControl100k)

Score

3D Face Modelling on Reacher, easy (DMControl500k)

Score

3D Face Modelling on SAVEE

UAR

3D Face Modelling on SKSF-A

LPIPS

3D Face Modelling on Simple Humanoid

Score

3D Face Modelling on Swimmer

Score

3D Face Modelling on Swimmer + Gathering

Score

3D Face Modelling on Swimmer + Maze

Score

3D Face Modelling on Udacity

MAE

3D Face Modelling on Urban Hyperspectral Image

10°5 cm

3D Face Modelling on VggFace2

PSNR

3D Face Modelling on VoxCeleb2 - 32-shot learning

FID

3D Face Modelling on WIDER FACE

Average Top-1 Accuracy

3D Face Modelling on WIDER Face

Average PrecisionGFLOPs

3D Face Modelling on Walker, walk (DMControl100k)

Score

3D Face Modelling on Walker, walk (DMControl500k)

Score

3D Face Modelling on WebFace

PSNR

3D Face Modelling on XQLFW

Accuracy

3D Face Modelling on ^(#$!@#$)(()))******

10%0..5sec

3D Face Modelling on acrobot.swingup

Return

3D Face Modelling on ball_in_cup.catch

Return

3D Face Modelling on cartpole.balance

Return

3D Face Modelling on cartpole.swingup_sparse

Return

3D Face Modelling on finger.spin

Return

3D Face Modelling on finger.turn_easy

Return

3D Face Modelling on fish.swim

Return

3D Face Modelling on hopper.hop

Return

3D Face Modelling on hopper.stand

Return

3D Face Modelling on humanoid.run

Return

3D Face Modelling on manipulator.insert_ball

Return

3D Face Modelling on manipulator.insert_peg

Return

3D Face Modelling on pendulum.swingup

Return

3D Face Modelling on quadruped.run

Return

3D Face Modelling on quadruped.walk

Return

3D Face Modelling on reacher.easy

Return

3D Face Modelling on reacher.hard

Return

3D Face Modelling on walker.run

Return

3D Face Modelling on Static Facial Expressions in the Wild

Accuracy

3D Face Modelling on AFLW-PIFA (21 points)

NME

3D Face Modelling on AFLW-PIFA (34 points)

NME

3D Face Modelling on CAFR

Accuracy

3D Face Modelling on CUHK

FSIMSSIM

3D Face Modelling on Cohn-Kanade

Accuracy

3D Face Modelling on FG-NET

Accuracy

3D Face Modelling on HOD

0-shot MRR

3D Face Modelling on IBUG

Mean Error Rate

3D Face Modelling on LS3D-W Balanced

AUC0.07

3D Face Modelling on Labeled Faces in the Wild

Accuracy

3D Face Modelling on MAFA

MAP

3D Face Modelling on Real-World Affective Faces

Accuracy

3D Face Modelling on YouTube Faces DB

Accuracy